



'''simple docstring'''






import unittest

from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


lowerCAmelCase:   Optional[Any]					=		get_tests_dir('fixtures/spiece.model')

@require_sentencepiece
@require_tokenizers
class 				a__(   lowerCamelCase__						,					unittest.TestCase      ):
    lowercase__					=       DebertaVaTokenizer
    lowercase__					=       DebertaVaTokenizerFast
    lowercase__					=       True
    lowercase__					=       True







    def      lowercase_			( self					:    int      ):
      super().setUp()

      # We have a SentencePiece fixture for testing
      a		:   int	  =	DebertaVaTokenizer(__snake_case		,     unk_token='<unk>'      )
      tokenizer.save_pretrained(self.tmpdirname      )







    def      lowercase_			( self					:    Union[str, Any]		,     __snake_case					:    str      ):
      a		:   Dict	  =	'this is a test'
      a		:   Optional[int]	  =	'this is a test'
      return input_text, output_text







    def      lowercase_			( self					:    List[str]      ):
      a		:   Tuple	  =	'<pad>'
      a		:   List[Any]	  =	0

      self.assertEqual(self.get_tokenizer()._convert_token_to_id(__snake_case      )		,     __snake_case      )
      self.assertEqual(self.get_tokenizer()._convert_id_to_token(__snake_case      )		,     __snake_case      )







    def      lowercase_			( self					:    Any      ):
      a		:   int	  =	list(self.get_tokenizer().get_vocab().keys()      )
      self.assertEqual(vocab_keys[0]		,     '<pad>'      )
      self.assertEqual(vocab_keys[1]		,     '<unk>'      )
      self.assertEqual(vocab_keys[-1]		,     '[PAD]'      )
      self.assertEqual(len(__snake_case      )		,     3_00_01      )







    def      lowercase_			( self					:    Optional[int]      ):
      self.assertEqual(self.get_tokenizer().vocab_size		,     3_00_00      )







    def      lowercase_			( self					:    int      ):
      # fmt: off
      a		:   List[str]	  =	' \tHeLLo!how  \n Are yoU?  '
      a		:   List[Any]	  =	['▁hello', '!', 'how', '▁are', '▁you', '?']
      # fmt: on

      a		:   Optional[Any]	  =	DebertaVaTokenizer(__snake_case		,     do_lower_case=__snake_case      )
      a		:   List[Any]	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Optional[int]	  =	DebertaVaTokenizerFast(__snake_case		,     do_lower_case=__snake_case      )
      a		:   Dict	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )







    @unittest.skip('There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.'      )
    def      lowercase_			( self					:    List[str]      ):
      pass







    @unittest.skip('There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.'      )
    def      lowercase_			( self					:    Dict      ):
      pass







    def      lowercase_			( self					:    Union[str, Any]      ):
      # fmt: off
      a		:   Any	  =	'I was born in 92000, and this is falsé.'
      a		:   Tuple	  =	['▁', '<unk>', '▁was', '▁born', '▁in', '▁9', '2000', '▁', ',', '▁and', '▁this', '▁is', '▁fal', 's', '<unk>', '▁', '.', ]
      # fmt: on

      a		:   str	  =	DebertaVaTokenizer(__snake_case		,     split_by_punct=__snake_case      )
      a		:   str	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   str	  =	DebertaVaTokenizerFast(__snake_case		,     split_by_punct=__snake_case      )
      a		:   Dict	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    Tuple      ):
      # fmt: off
      a		:   int	  =	'I was born in 92000, and this is falsé.'
      a		:   Union[str, Any]	  =	['▁i', '▁was', '▁born', '▁in', '▁9', '2000', '▁', ',', '▁and', '▁this', '▁is', '▁fal', 's', '<unk>', '▁', '.', ]
      # fmt: on

      a		:   List[str]	  =	DebertaVaTokenizer(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Dict	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   str	  =	DebertaVaTokenizerFast(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Tuple	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )
      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    Union[str, Any]      ):
      # fmt: off
      a		:   List[str]	  =	'I was born in 92000, and this is falsé.'
      a		:   Optional[int]	  =	['▁i', '▁was', '▁born', '▁in', '▁9', '2000', ',', '▁and', '▁this', '▁is', '▁fal', 's', '<unk>', '.', ]
      # fmt: on

      a		:   Dict	  =	DebertaVaTokenizer(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   str	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   int	  =	DebertaVaTokenizerFast(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Union[str, Any]	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    Tuple      ):
      # fmt: off
      a		:   Optional[int]	  =	'I was born in 92000, and this is falsé.'
      a		:   Optional[Any]	  =	['▁', '<unk>', '▁was', '▁born', '▁in', '▁9', '2000', '▁', ',', '▁and', '▁this', '▁is', '▁fal', 's', '<unk>', '▁', '.', ]
      # fmt: on

      a		:   List[Any]	  =	DebertaVaTokenizer(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Dict	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Union[str, Any]	  =	DebertaVaTokenizerFast(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Tuple	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    Tuple      ):
      # fmt: off
      a		:   str	  =	' \tHeLLo!how  \n Are yoU?  '
      a		:   Any	  =	['▁', '<unk>', 'e', '<unk>', 'o', '!', 'how', '▁', '<unk>', 're', '▁yo', '<unk>', '?']
      # fmt: on

      a		:   int	  =	DebertaVaTokenizer(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Dict	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   List[Any]	  =	DebertaVaTokenizerFast(__snake_case		,     do_lower_case=__snake_case		,     split_by_punct=__snake_case      )
      a		:   Any	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )

      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    int      ):
      a		:   List[Any]	  =	self.get_tokenizer()
      a		:   List[Any]	  =	self.get_rust_tokenizer()

      a		:   Tuple	  =	'I was born in 92000, and this is falsé.'

      a		:   List[str]	  =	tokenizer.convert_ids_to_tokens(tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )
      a		:   Optional[Any]	  =	rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Dict	  =	tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      a		:   List[Any]	  =	rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Any	  =	self.get_rust_tokenizer()
      a		:   Dict	  =	tokenizer.encode(__snake_case      )
      a		:   str	  =	rust_tokenizer.encode(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    str      ):
      a		:   List[str]	  =	'This is a test'
      a		:   int	  =	[13, 1, 43_98, 25, 21, 12_89]
      a		:   str	  =	['▁', 'T', 'his', '▁is', '▁a', '▁test']
      a		:   Union[str, Any]	  =	['▁', '<unk>', 'his', '▁is', '▁a', '▁test']

      a		:   Tuple	  =	DebertaVaTokenizer(__snake_case		,     keep_accents=__snake_case      )
      a		:   Any	  =	DebertaVaTokenizerFast(__snake_case		,     keep_accents=__snake_case      )

      a		:   str	  =	tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   List[str]	  =	tokenizer.tokenize(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   Tuple	  =	tokenizer.convert_ids_to_tokens(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   int	  =	rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   List[Any]	  =	rust_tokenizer.tokenize(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   Optional[int]	  =	rust_tokenizer.convert_ids_to_tokens(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      # fmt: off
      a		:   Optional[int]	  =	'I was born in 92000, and this is falsé.'
      a		:   List[Any]	  =	[13, 1, 23, 3_86, 19, 5_61, 30_50, 15, 17, 48, 25, 82_56, 18, 1, 9]
      a		:   Optional[Any]	  =	['▁', 'I', '▁was', '▁born', '▁in', '▁9', '2000', ',', '▁and', '▁this', '▁is', '▁fal', 's', 'é', '.', ]
      a		:   List[Any]	  =	['▁', '<unk>', '▁was', '▁born', '▁in', '▁9', '2000', ',', '▁and', '▁this', '▁is', '▁fal', 's', '<unk>', '.', ]
      # fmt: on

      a		:   Dict	  =	tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   Union[str, Any]	  =	tokenizer.tokenize(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   Union[str, Any]	  =	tokenizer.convert_ids_to_tokens(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Dict	  =	rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   Optional[Any]	  =	rust_tokenizer.tokenize(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )
      a		:   Optional[Any]	  =	rust_tokenizer.convert_ids_to_tokens(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    Union[str, Any]      ):
      a		:   Union[str, Any]	  =	DebertaVaTokenizer(__snake_case      )

      a		:   Optional[int]	  =	tokenizer.encode('sequence builders'      )
      a		:   Tuple	  =	tokenizer.encode('multi-sequence build'      )

      a		:   Optional[Any]	  =	tokenizer.build_inputs_with_special_tokens(__snake_case      )
      a		:   Union[str, Any]	  =	tokenizer.build_inputs_with_special_tokens(__snake_case		,     __snake_case      )

      self.assertEqual([tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]		,     __snake_case      )
      self.assertEqual(
          [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [tokenizer.sep_token_id]		,     __snake_case		,     )







    @slow
    def      lowercase_			( self					:    Optional[int]      ):
      # fmt: off
      a		:   Dict	  =	{'input_ids': [[1, 3_98_67, 36, 1_93_90, 4_86, 27, 3_50_52, 8_14_36, 18, 6_06_85, 12_25, 7, 3_50_52, 8_14_36, 18, 93_67, 1_68_99, 18, 1_59_37, 53, 5_94, 7_73, 18, 1_62_87, 3_04_65, 36, 1_59_37, 6, 4_11_39, 38, 3_69_79, 6_07_63, 1_91, 6, 3_41_32, 99, 6, 5_05_38, 3_90, 4_32_30, 6, 3_41_32, 27_79, 2_08_50, 14, 6_99, 10_72, 11_94, 36, 3_82, 1_09_01, 53, 7, 6_99, 10_72, 20_84, 36, 2_04_22, 6_30, 53, 19, 1_05, 30_49, 18_96, 10_53, 1_68_99, 15_06, 11, 3_79_78, 42_43, 7, 12_37, 3_18_69, 2_00, 1_65_66, 6_54, 6, 3_50_52, 8_14_36, 7, 5_56_30, 1_35_93, 4, 2], [1, 26, 1_50_11, 13, 6_67, 8, 10_53, 18, 2_36_11, 12_37, 7_23_56, 1_28_20, 34, 10_41_34, 12_09, 35, 1_33_13, 66_27, 21, 2_02, 3_47, 7, 1_64, 23_99, 11, 46, 44_85, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 5, 12_32, 28_64, 1_57_85, 1_49_51, 1_05, 5, 85_81, 12_50, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], 'token_type_ids': [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], 'attention_mask': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
      # fmt: on

      self.tokenizer_integration_test_util(
          expected_encoding=__snake_case		,     model_name='microsoft/deberta-v2-xlarge'		,     revision='ad6e42c1532ddf3a15c39246b63f5559d558b670'		,     )




'''simple docstring'''






import numpy as np
def  lowerCamelCase__			(		_A							):
  return 1 / (1 + np.exp(-vector							))
def  lowerCamelCase__			(		_A							):
  return vector * sigmoid(1.702 * vector							)


if __name__ == "__main__":
     import doctest

     doctest.testmod()